Schematic overview of the cellular and molecular mechanisms involved in the cancer progression, including the proposed cellular and molecular mechanisms in cancer cells trajectory. AT1: alveolar type 1 cells; AT2: alveolar type 2 cells; AAH: atypical adenomatous hyperplasia; AIS: adenocarcinoma in situ; MIA: minimally invasive adenocarcinoma; IA: invasive adenocarcinoma; EMT: epithelial-mesenchymal transition

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Center for Computational Systems Medicine
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Gene summary

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Malignant transformation analysis

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Malignant transformation related pathway analysis

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Cell-cell communication analysis

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Single-cell gene regulatory network inference analysis

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Somatic mutation of malignant transformation related genes

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Related drugs of malignant transformation related genes

Gene: TRMT6

Gene summary for TRMT6

check button Gene summary.

Gene informationSpeciesHuman
Gene symbol

TRMT6

Gene ID

51605

Gene nametRNA methyltransferase 6 non-catalytic subunit
Gene AliasCGI-09
Cytomap20p12.3
Gene Typeprotein-coding
GO ID

GO:0001510

UniProtAcc

Q9UJA5


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Malignant transformation analysis

check button Identification of the aberrant gene expression in precancerous and cancerous lesions by comparing the gene expression of stem-like cells in diseased tissues with normal stem cells
check button Malignant transformation involving gene list.
Entrez IDSymbolReplicatesSpeciesOrganTissueAdj P-valueLog2FCMalignancy
51605TRMT6LZE2THumanEsophagusESCC2.47e-073.05e-010.082
51605TRMT6LZE4THumanEsophagusESCC5.16e-082.47e-010.0811
51605TRMT6LZE7THumanEsophagusESCC2.13e-045.02e-010.0667
51605TRMT6LZE8THumanEsophagusESCC1.68e-077.61e-020.067
51605TRMT6LZE24THumanEsophagusESCC4.17e-131.26e-010.0596
51605TRMT6LZE21THumanEsophagusESCC4.08e-02-5.24e-020.0655
51605TRMT6P2T-EHumanEsophagusESCC2.34e-153.16e-010.1177
51605TRMT6P4T-EHumanEsophagusESCC1.08e-216.93e-010.1323
51605TRMT6P5T-EHumanEsophagusESCC1.20e-093.25e-010.1327
51605TRMT6P8T-EHumanEsophagusESCC7.32e-102.13e-010.0889
51605TRMT6P9T-EHumanEsophagusESCC9.45e-112.36e-010.1131
51605TRMT6P10T-EHumanEsophagusESCC1.77e-174.59e-010.116
51605TRMT6P11T-EHumanEsophagusESCC8.47e-072.43e-010.1426
51605TRMT6P12T-EHumanEsophagusESCC5.75e-134.08e-010.1122
51605TRMT6P15T-EHumanEsophagusESCC7.27e-184.40e-010.1149
51605TRMT6P16T-EHumanEsophagusESCC3.70e-143.74e-010.1153
51605TRMT6P19T-EHumanEsophagusESCC7.81e-062.81e-010.1662
51605TRMT6P20T-EHumanEsophagusESCC1.53e-145.13e-010.1124
51605TRMT6P21T-EHumanEsophagusESCC4.48e-217.94e-010.1617
51605TRMT6P22T-EHumanEsophagusESCC1.24e-151.96e-020.1236
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check button Transcriptomic changes along malignancy continuum.
TissueExpression DynamicsAbbreviation
EsophagusThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ESCC: Esophageal squamous cell carcinoma
HGIN: High-grade intraepithelial neoplasias
LGIN: Low-grade intraepithelial neoplasias
LiverThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.HCC: Hepatocellular carcinoma
NAFLD: Non-alcoholic fatty liver disease
Oral CavityThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.EOLP: Erosive Oral lichen planus
LP: leukoplakia
NEOLP: Non-erosive oral lichen planus
OSCC: Oral squamous cell carcinoma
SkinThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.AK: Actinic keratosis
cSCC: Cutaneous squamous cell carcinoma
SCCIS:squamous cell carcinoma in situ
ThyroidThe image shows the transcriptomic changes along malignancy continuum.log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.ATC: Anaplastic thyroid cancer
HT: Hashimoto's thyroiditis
PTC: Papillary thyroid cancer
∗log2FC in expression of this searched gene in stem-like cells from each diseased tissue sample relative to stem-like cells in normal samples in each tissue plotted against the malignancy continuum. Samples are colored based on if they are from different disease stage.

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Malignant transformation related pathway analysis

check buttonFind out the enriched GO biological processes and KEGG pathways involved in transition from healthy to precancer to cancer
check button Figure of enriched GO biological processes.
TissueDisease StageEnriched GO biological Processes
ColorectumADGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumSERGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSSGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumMSI-HGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
ColorectumFAPGO analysis - Figure of enriched GO biological processes: Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
∗Top 15 enriched GO BP terms are showed in the bar plot of each disease state in each tissue. Each row represents a significant GO biological process which is colored according to the -log10(p.adjust).
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check button Enriched GO biological processes.
GO IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustCount
GO:001607218Oral cavityLPrRNA metabolic process136/4623236/187232.37e-271.48e-24136
GO:003447014Oral cavityLPncRNA processing184/4623395/187231.20e-213.12e-19184
GO:003466011Oral cavityLPncRNA metabolic process205/4623485/187236.46e-181.09e-15205
GO:014005312Oral cavityLPmitochondrial gene expression53/4623108/187233.54e-081.27e-0653
GO:00512591Oral cavityLPprotein complex oligomerization85/4623238/187238.81e-051.11e-0385
GO:00080331Oral cavityLPtRNA processing44/4623127/187237.50e-034.15e-0244
GO:003447017SkincSCCncRNA processing215/4864395/187236.83e-344.28e-31215
GO:003466013SkincSCCncRNA metabolic process234/4864485/187231.37e-264.77e-24234
GO:004341411SkincSCCmacromolecule methylation107/4864316/187231.03e-036.94e-03107
GO:00080334SkincSCCtRNA processing49/4864127/187231.20e-037.81e-0349
GO:00322593SkincSCCmethylation120/4864364/187231.61e-039.93e-03120
GO:00063993SkincSCCtRNA metabolic process64/4864179/187232.34e-031.36e-0264
GO:00094513SkincSCCRNA modification58/4864167/187237.33e-033.47e-0258
GO:003447018ThyroidPTCncRNA processing215/5968395/187237.14e-211.22e-18215
GO:00346608ThyroidPTCncRNA metabolic process239/5968485/187235.54e-164.26e-14239
GO:00322594ThyroidPTCmethylation146/5968364/187234.99e-043.26e-03146
GO:00434145ThyroidPTCmacromolecule methylation127/5968316/187231.02e-036.07e-03127
GO:003447021ThyroidATCncRNA processing216/6293395/187233.14e-183.98e-16216
GO:003466021ThyroidATCncRNA metabolic process240/6293485/187232.03e-139.91e-12240
GO:004341412ThyroidATCmacromolecule methylation131/6293316/187232.01e-039.60e-03131
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check button Enriched KEGG pathways.
Pathway IDTissueDisease StageDescriptionGene RatioBg Ratiopvaluep.adjustqvalueCount
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Cell-cell communication analysis

check buttonIdentification of potential cell-cell interactions between two cell types and their ligand-receptor pairs for different disease states
LigandReceptorLRpairPathwayTissueDisease Stage
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Single-cell gene regulatory network inference analysis

check buttonFind out the significant the regulons (TFs) and the target genes of each regulon across cell types for different disease states
TFCell TypeTissueDisease StageTarget GeneRSSRegulon Activity
∗The dot plots of a searched regulon are shown for all cell subpopulations in each disease state of each tissue based on the regulon specific score inferred using pySCENIC and by calculating the average expression.
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Somatic mutation of malignant transformation related genes

check buttonAnnotation of somatic variants for genes involved in malignant transformation
Hugo SymbolVariant ClassVariant ClassificationdbSNP RSHGVScHGVSpHGVSp ShortSWISSPROTBIOTYPESIFTPolyPhenTumor Sample BarcodeTissueHistologySexAgeStageTherapy TypesDrugsOutcome
TRMT6SNVMissense_Mutationrs544190283c.712N>Tp.Arg238Trpp.R238WQ9UJA5protein_codingdeleterious(0)probably_damaging(1)TCGA-AN-A046-01Breastbreast invasive carcinomaFemale>=65I/IIUnknownUnknownSD
TRMT6SNVMissense_Mutationc.1439A>Cp.His480Prop.H480PQ9UJA5protein_codingtolerated_low_confidence(0.22)benign(0)TCGA-EW-A1J5-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapyadriamycinSD
TRMT6SNVMissense_Mutationnovelc.188G>Cp.Gly63Alap.G63AQ9UJA5protein_codingdeleterious(0.02)probably_damaging(0.974)TCGA-PE-A5DE-01Breastbreast invasive carcinomaFemale<65I/IIChemotherapytaxotereCR
TRMT6deletionFrame_Shift_Delnovelc.607delNp.Met203Terp.M203*Q9UJA5protein_codingTCGA-D8-A27V-01Breastbreast invasive carcinomaFemale<65I/IIHormone TherapytamoxiphenSD
TRMT6deletionFrame_Shift_Delrs780358338c.458delAp.Lys153AsnfsTer9p.K153Nfs*9Q9UJA5protein_codingTCGA-VS-A9U6-01Cervixcervical & endocervical cancerFemale<65I/IIChemotherapycisplatinPD
TRMT6SNVMissense_Mutationc.125G>Ap.Arg42Lysp.R42KQ9UJA5protein_codingtolerated(1)benign(0.003)TCGA-AA-A01P-01Colorectumcolon adenocarcinomaFemale>=65III/IVUnknownUnknownPD
TRMT6SNVMissense_Mutationc.1255G>Tp.Gly419Trpp.G419WQ9UJA5protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6304-01Colorectumcolon adenocarcinomaFemale>=65I/IIChemotherapyfluorouracilPD
TRMT6SNVMissense_Mutationrs766405213c.578N>Tp.Thr193Metp.T193MQ9UJA5protein_codingdeleterious(0)probably_damaging(1)TCGA-G4-6309-01Colorectumcolon adenocarcinomaFemale<65III/IVChemotherapyxelodaPD
TRMT6deletionFrame_Shift_Delc.147delNp.Lys49AsnfsTer20p.K49Nfs*20Q9UJA5protein_codingTCGA-A6-5661-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
TRMT6deletionFrame_Shift_Delrs780358338c.458delAp.Lys153AsnfsTer9p.K153Nfs*9Q9UJA5protein_codingTCGA-AU-6004-01Colorectumcolon adenocarcinomaFemale>=65I/IIUnknownUnknownSD
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Related drugs of malignant transformation related genes

check buttonIdentification of chemicals and drugs interact with genes involved in malignant transfromation
(DGIdb 4.0)
Entrez IDSymbolCategoryInteraction TypesDrug Claim NameDrug NamePMIDs
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